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📋 Overview

Refine Prompt is an intelligent prompt engineering tool that transforms ordinary prompts into powerful, structured instructions for any large language model (LLM). Using Claude's advanced capabilities, it enhances your prompts to produce exceptional results across all AI platforms.

🔑 Important: Your prompt must include the keyword "refine" to activate the enhancement process.

Example: "refine, Create a function that calculates the factorial of a number"


Related MCP server: prompte-mcp

🚀 Installation

📦 Via NPM

npm install refine-prompt

🛠️ Via Smithery

You can install this MCP server directly through Smithery by visiting: Smithery - Refine Prompt

📁 Via Local Repository

# Clone the repository
git clone https://github.com/felippefarias/refine-prompt.git
cd refine-prompt

# Install dependencies
npm install

🏁 Getting Started

🔑 API Key Setup

Refine Prompt requires an Anthropic API key to access Claude's advanced capabilities:

export ANTHROPIC_API_KEY=your_anthropic_api_key

Without an API key, the tool will display an error message.

⚙️ Running the Server

npm start

Or with MCP Inspector:

npx @modelcontextprotocol/inspector npm start

🔧 Tool: rewrite_prompt - The Power of Refinement

Transform your ideas into expertly crafted prompts. This powerful tool analyzes your input and generates a professionally engineered prompt that maximizes AI understanding and response quality.

📝 Parameters

Parameter

Description

Required

prompt

Your raw prompt that needs refinement (must include "refine" keyword)

✅

language

For code-related prompts, specify the target programming language

❌

📋 Example Usage

{
  "name": "rewrite_prompt",
  "arguments": {
    "prompt": "refine, Summarize the main points of the article titled \"The Future of AI\""
  }
}
{
  "name": "rewrite_prompt",
  "arguments": {
    "prompt": "refine, Create a function to convert temperature between Celsius and Fahrenheit",
    "language": "typescript"
  }
}

🧠 How It Works

The server uses Claude 3 Sonnet by Anthropic to intelligently rewrite your prompts for better results. Every prompt must include the keyword "refine" to trigger the enhancement process.

It enhances your prompt by:

  1. 📐 Adding clear structure and context

  2. 📝 Specifying requirements and expectations

  3. 🔍 Including domain-specific considerations

  4. 🌐 Optimizing for any LLM understanding


✨ Features

Feature

Description

🤖 AI-Powered Refinement

Leverages Claude 3.5 Sonnet's advanced capabilities to transform your prompts

🔑 Activation with Keywords

Simply include "refine" in your prompt to trigger the enhancement

🌐 Universal Compatibility

Optimizes prompts for any type of task or domain

💻 Code-Specific Intelligence

Provides specialized enhancements for programming tasks when language is specified

🔄 Seamless Integration

Works flawlessly with any LLM-powered application or workflow

🎯 Precision-Focused

Uses 0.2 temperature setting to ensure reliable, consistent output quality

📊 Structural Clarity

Adds logical organization, clear instructions, and proper formatting


⚙️ Configuration

🖥️ Usage with Claude Desktop

Add this to your claude_desktop_config.json:

{
  "mcpServers": {
    "refine-prompt": {
      "command": "npx",
      "args": [
        "-y",
        "refine-prompt"
      ]
    }
  }
}
# Clone the repository
git clone https://github.com/felippefarias/refine-prompt.git
cd refine-prompt

# Install dependencies
npm install

# Run the server
node index.js

📊 Examples

📝 General Prompt Enhancement

refine, Summarize the main points of the article titled "The Future of AI"
{
  "prompt": "refine, Summarize the main points of the article titled \"The Future of AI\""
}
refine, Create a function that sorts an array of objects by a specific property
{
  "prompt": "refine, Create a function that sorts an array of objects by a specific property",
  "language": "typescript"
}

The tool will rewrite both prompts to be more structured and detailed for optimal results with any LLM.


🚀 Elevate Your AI Interactions

Refine Prompt bridges the gap between human thinking and AI understanding. By transforming your natural language instructions into expertly engineered prompts, it helps you unlock the full potential of any language model. Whether you're a developer, content creator, researcher, or AI enthusiast, Refine Prompt gives you the power to communicate with AI more effectively.


📄 License

Refine Prompt is licensed under the MIT License. You are free to use, modify, and distribute the software, subject to the terms and conditions of the MIT License. For more details, please see the LICENSE file in the project repository.

Available Tools

1 tool
refine_promptA

This tool MUST be used whenever a user asks to refine, rewrite, improve, enhance, or optimize a prompt. It transforms raw prompts into more effective versions that are clearer, more detailed, and better structured to improve results from Large Language Models (LLMs). When users mention 'refine prompt' or similar phrases, use this tool.

Inputs: prompt (required), language.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

Loading tool schema changelog…

    TDQS

    A3.9/5.0

    Scored across 1 tool

    Disambiguation5/5

    With only one tool, there is no possibility of ambiguity or overlap with other tools. The tool's purpose is clearly defined and distinct by default.

    Naming Consistency5/5

    The single tool name 'refine_prompt' follows a consistent verb_noun pattern, and there are no other tools to create inconsistency.

    Tool Count2/5

    A single tool feels thin for a server named 'Refine Prompt', as it suggests a narrow scope with no additional functionality like versioning, history, or batch processing. This is borderline too few for a dedicated server.

    Completeness3/5

    The tool covers the core action of refining prompts, but there are notable gaps such as no ability to list, retrieve, or manage previous refinements, which limits workflow completeness for a prompt refinement domain.

    Maintenance

    ActivityInactive
    ResponsivenessNo recent community issues

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